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Depending on the industry the instruments are built for and the individual requirements of the validation, other aspects might also need to be taken into account.

validating machine-6

Meaningful domain-specific data, events, or logs help to establish the baseline behavior of a domain, and eventually helps in understanding the tool’s ability to detect anomalies that diverge from the baseline behavior.

The concept of 'Training/Cross-Validation/Test' Data Sets is as simple as this.

When you have a large data set, it's recommended to split it into 3 parts: Training set (60% of the original data set): This is used to build up our prediction algorithm.

Verification and validation are independent procedures that are used together for checking that a product, service, or system meets requirements and specifications and that it fulfills its intended purpose.

These are critical components of a quality management system such as ISO 9000.

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